1. Introduction
The port terminal, as an indispensable part of modern logistics, plays a crucial role in connecting land and water, facilitating efficient transportation of goods and promoting economic development. Within various types of ports, bulk cargo terminals play a vital role in handling bulk cargo. These terminals are equipped with specialized facilities and equipment to provide essential support for the loading and unloading of bulk commodities such as coal and ore [
1]. However, traditional port operations often face challenges such as environmental pollution. The development of green ports requires technological infrastructure, transformation, and management to achieve sustainable development goals [
2]. In this context, bulk cargo terminals are promoting the construction of coal sheds to prevent damage to coal and other commodities in harsh weather conditions, as well as to reduce dust, emissions, and waste that can pollute the environment. Depending on whether sidewalls are built, coal sheds can be classified into enclosed coal sheds (
Figure 1a) and open coal sheds (
Figure 1b). Open coal sheds do not have sidewalls or only have partial sidewalls, allowing for natural ventilation to a large extent [
3].
An air-supported membrane coal shed is a type of enclosed coal shed. The structural integrity of the air-bearing membrane depends on internally pressurized air and a tensioned membrane shell (see
Figure 1c for structural principles) to maintain proper size and shape [
4]. Due to its excellent structural characteristics, including low cost, easy construction, and low carbon, air-supported membrane structures are widely used in sports stadiums, exhibition halls, coal sheds, and military facilities [
5]. However, the membrane used in the air-supported membrane coal shed is a flexible material, which is more sensitive to the frequent large wind loads and snow loads in the port terminal. These external loads easily cause the structure to undergo large deformations, and accidents such as membrane tearing or cable network breakage even occur [
6,
7]. Typically, such structures must meet standards of safety and ease of maintenance, the essential elements of which include building performance, material properties, and structural behavior, to accommodate a wide range of loads and impacts [
8].
Structural design optimization involves setting objective functions and constraints based on engineering requirements, adjusting structural parameters using optimization methods to achieve the optimal design. For example, Zia ur Rehman et al. [
9] provide comprehensive guidance for actual construction scenarios through multi-objective optimization methods and apply response surface methods to hybrid design optimization of the proposed composite additive (CA). Zia ur Rehman and Usama Khalid [
10] used the response surface method to establish a prediction model of mechanical properties and optimize the utilization of waste mask fibers. Though structural analysis software is essential for engineering calculations like stiffness, stress, and displacement, the built-in optimization algorithms may be limited. To address this, many studies now integrate custom optimization algorithms into structural analysis software for comprehensive structural optimization. Guan, B. et al. [
11] proposed a non-probabilistic optimization model considering the correlation of uncertainties and established a direct solution framework that integrates a response surface model, interval analysis, and a genetic algorithm. In a study of the structural optimization of an integrated cooling system for a dome house, Mirzazade Akbarpoor, A et al. [
12] carried out a 3D simulation analysis using ANSYS 19.0 FLUENT software with MATLAB 2016a modeling to explore the performance of the system as affected by geometrical and environmental parameters. Abu-Hamdeh, N.H. et al. [
13] used ANSYS for the structural design of a wind turbine to simulate the structural components, and a mathematical simulation was carried out through MATLAB to create a working model of it, which was used as a basis for tests.
However, there are fewer studies on the optimal design of air-supported membrane structures, for which the structural design requires basic shape-finding analysis [
14,
15,
16,
17,
18], structural optimization, and load analysis, which is very different from that of traditional rigid structures. In terms of structural optimization, Li, X. et al. [
19] considered the contact interaction between the cable network and the membrane in air-supported membrane structures by designing a scale model and measuring the structural shapes and forces, established a contact model using ANSYS 19.0 software, and analyzed the effects of different contact states on the prestressing of the cable network. The study emphasizes the need to consider the effects of the sliding contact between the cables and the membrane in the design of the membrane structure. Dinh, T.D. et al. [
20] considered the interaction of boundary cords with the tensioned membrane and optimized the shape of the tensioned cable-membrane structure with boundary cords so that the stress distribution of the structure achieves the target, and the difference between the designed shape and the obtained shape is minimized. Du, J. et al. [
21] proposed a shape adjustment algorithm to reduce the discrepancy between the numerical simulation results and the actual shape for the problem of installation errors in the length of the cable network and the shape of the membrane. Shimoda, M. et al. [
22] used the shape of the cable-membrane structure to minimize the membrane area and maximize the stiffness using his nonparametric optimization method based on the H1 gradient method. Cai, J. et al. [
23] proposed a shape-finding optimization method based on the iterative correction of the tensioning process to optimize two evaluation indexes, namely, the mean square deviation of the membrane surface stress and the mean square deviation of the cable position of the structure. Zhao, H. et al. [
24] used the NSGA-II algorithm for multi-objective optimization of the model in order to optimize the membrane surface stresses and the location of the cable network arrangement of the airship and determined the optimal solution through load analysis. In summary, the optimal design of cable-membrane structures needs to be mathematically modeled according to the judgment index of the structure and optimized by the optimization algorithm.
In a load analysis of air-supported membrane structures with emphasis on wind load response studies, Chen, Z. et al. [
25] investigated the wind response and wind-resistant design method of spherical air-supported membrane structures based on wind pressure data obtained from wind tunnel experiments, taking into account the span, sagittal-to-span ratio, internal pressure, wind speed, and other factors. Cheon, D. et al. [
26] investigated the wind pressure coefficient of dome roof membrane coverings using wind tunnel tests. Chen, Z. et al. [
27] investigated the displacement and strain response of a spherical inflatable membrane under wind loading using a digital imaging technique (DIC). Sun, F. et al. [
28] proposed a modified projection method and its solution procedure for strongly coupled integral equations. These were applied in a two-dimensional fluid–structure interaction benchmark case and in the calculation of wind-induced fluid–structure interactions for three-dimensional flexible membrane structures. Chen, Z. et al. [
29] investigated the effect of disturbances on rectangular-planed surface air-supported membrane structures under different parameters (span, internal pressure, cable spacing, wind speed, etc.) on the basis of wind tunnel tests and wind response analysis. Geng, P. et al. [
30] used a multiple load combination model in the stress and deformation analysis of containers in industry to calculate the actual displacement size, ensuring more uniform strength of the structure. The existing literature usually ignores live loads when analyzing the loads on air-supported membrane structures and lacks load combination analysis based on engineering practice and design codes. Therefore, a reasonable combination of permanent loads, live loads, and external wind and snow loads must be verified according to current codes when analyzing the loads on air-bearing membrane coal sheds.
The review of the above related literature shows that most of the current designs for membrane structures are based on previous project experiences, which are used as the basis for selecting the values of structural parameters (coal shed dimensions, internal pressures, spacing and number of cords and nets, etc.) in order to formulate feasible solutions. Such programs cannot compare the advantages and disadvantages of various types of air-supported membrane coal shed structural form design programs horizontally. Therefore, this paper is committed to establishing a standardized program design process and an analysis and optimization system of air-supported membrane coal sheds, optimizing the structural parameters of coal sheds through the establishment of mathematical models and improving the load-bearing performance of air-supported membrane coal shed structures, thus ensuring the safety of the structure, extending the service life of the structure, and reducing the maintenance cost of the structure.
Meanwhile, with the rapid development of membrane structure analysis software such as ANSYS, Easy, 3D3S, and other software can be used to determine the shape analysis and load analysis of large-span air-supported membrane structures. However, since the structural optimization design generally establishes the objective function and constraints according to the engineering reality and adjusts the structural parameters through the optimization method in order to come up with the best design scheme, the above structural calculation software needs to be involved in the engineering calculations of the stiffness, stresses and displacements, etc. However, the optimization algorithms that can be provided by the existing structural calculation software are often limited, so this study embeds a self-programmed optimization algorithm into the structural calculation software in order to achieve the joint optimization of the structure.
In this paper, we will focus on the optimization of air-supported membrane coal sheds with cable network stiffening, based on the engineering evaluation criteria and constraints abstracted as a mathematical model. ANSYS and MATLAB are jointly used to determine the optimal values of the structural parameters. At the same time, in order to avoid safety accidents during the use of the air-supported membrane coal shed, we should design a reasonable combination of loads for calibration. Therefore, we focus on the consideration of the response of the air-supported membrane coal shed under the wind load, and the average wind pressure coefficient and wind vibration coefficient of the membrane surface were determined by FLUENT simulation. Therefore, the response of the air-supported membrane coal shed under the wind load is considered, the average wind pressure coefficient and wind vibration coefficient of the membrane surface are determined by FLUENT simulation, and the permanent load, internal pressure, live load, and external wind and snow load are combined to form a load combination condition for verification, which is of certain significance for the load analysis of the air-supported membrane coal shed structure.
2. Modeling of the Structure Optimization Problem
2.1. Optimization Framework
Conventional design methods for air-supported membrane coal sheds with cable net stiffening lack optimization in cable net structure, internal pressure, and dimensions, leading to uncertainties in design advantages, cable net stress distribution, and costs. The traditional approach of conducting load analysis after the initial design and calibration poses risks of increased structural costs, material aging, and safety hazards over time. To address this, optimizing the structure by selecting suitable variables like internal pressure and rope net characteristics is crucial for enhanced safety and cost-effectiveness in the long run.
The optimized design of the air-supported membrane structure not only makes the morphological scheme satisfy the load analysis. It also establishes the evaluation criteria of the structure’s working performance and load performance in daily use according to the working characteristics of the air-supported membrane coal shed and engineering practice and improves the shape of the design stage according to the feedback of the structural stress distribution and displacement response, so that the structure can achieve the optimal structural design shape in the morphological analysis stage and be better verified by load analysis.
The traditional optimization idea requires load analysis and engineering verification of the structure at each iteration, whereas the load analysis of the air-bearing membrane coal shed requires fluid simulation to determine the displacement and stress distribution of the final structure and verification, which leads to excessive computation when the number of iteration steps is large.
Another solution is to apply a uniform load to the air-supported membrane structure, use the optimization algorithm to optimize and rank the structure, and then start from the optimal solution to check whether it passes. Then, the sub-optimal solution is checked until the solution meets the engineering standards, as shown in
Figure 2. Comparing the two ideas, it can be seen that the second idea does not need to analyze the structure under the load in each iteration, which can reduce the amount of computation. The optimal design of the air-supported membrane coal shed shape can determine the evaluation criteria, judge the advantages and disadvantages of the design scheme, and at the same time, use the optimization algorithm to adjust the parameters of the air-supported membrane coal shed structure through the value of the objective function of the structure and the feedback of the loaded response, so the optimization design process has been improved compared with the traditional design process of an air-supported membrane coal shed.
2.2. Objective Function
To optimize the morphological structure of the air-supported membrane coal shed, the optimization objectives can be designed as the optimal stress distribution on the membrane surface, the optimal ability of the structure to withstand external loads, and the lowest cost of the structure, so the objective function is established for the optimization objectives below.
2.2.1. Membrane Surface Stress
In order to optimize the stress distribution on the membrane surface, it is necessary to minimize the maximum stress on the membrane surface and to have a more uniform stress distribution on the membrane surface [
20]. After discretizing the structural finite element, the membrane surface is discretized into
N triangular units, and each unit is subjected to different stresses. Let each unit be subjected to a stress of
, where
; then, the mathematical model to establish the criterion for judging the maximum membrane surface stress is as follows:
If the maximum stress on the membrane surface is smaller, it means that the membrane can also withstand larger external loads, and in order to avoid uneven stress on the membrane surface, the membrane surface stress distribution should be more uniform. This criterion can be used to judge the variance of the stress on each unit. If it follows that the more uniform the distribution of stress, the smaller the variance [
23], then the variance can be obtained as follows:
where
denotes the expectation of the stress value of the membrane cell;
is the stress value variance. The objective function is established as follows:
2.2.2. Coal Shed Loading
In the initial form of the design analysis, air-supported membrane structures can have a certain stiffness under internal pressure and resist external loads. Structural stiffness is generally reflected by the strain energy of the structure under the load. The smaller the strain energy, the greater the structural stiffness, but also can be used to characterize the size of the displacement of the structure after loading and the ability of the air-supported membrane coal shed to resist external loads [
22]. The air-supported membrane structure is mainly subjected to self-weight, internal pressure, and external wind and snow loads, and the internal pressure has been considered in the shape-finding process. The self-weight and external wind and snow loads finally act on the membrane surface, which can be regarded as a vertically downward force. Therefore, in order to speed up the calculation speed in the iterative process, the self-weight and the wind and snow loads are considered as a vertically downward homogeneous load, and the displacement of each node on the membrane surface can be easily obtained due to the finite unitization of the air-bearing membrane coal framework under this load. Under this load, due to the finite unitization of the air-supported membrane coal framework, it is easy to obtain the displacement of each node on the membrane surface, so the total displacement after loading is used to express the structural rigidity, and if the total displacement is smaller, then the rigidity is greater, i.e., it has a stronger ability to resist external loads. Let the membrane surface be discretized into
N nodes in the finite element analysis, the coordinate value of node
i is
after the shape-finding analysis, the coordinate of node
i becomes
after the application of the load, and the displacement generated by the loading is
, which is satisfied as follows:
Therefore, the mathematical expression for the criterion of minimizing the total structural displacement is as follows:
2.2.3. Cost of Construction
Let the price per unit area of membrane material be
, the price per unit volume of cable material be
, and the cost per unit volume of indoor inflation be
. Then, the overall investment cost of the structure can be expressed as follows:
where
is the cost of the membrane material;
is the cost of the cable material;
is the cost of air pressure;
is the unit area of the membrane unit
i;
is the unit length of the cable unit
i;
is the cross-sectional area of the cable unit
i; and
is the volume of the air-bearing membrane coal shed.
For rectangular air-supported membrane coal sheds of different sizes, a larger span will result in a larger cost of the membrane surface, as well as a higher cost of the air pressure required to maintain it, and the cords and nets used on the surface may also be higher, but a larger span can provide more space for use. At the same time, under a fixed site, if the span is smaller, it will cause the site utilization rate to be insufficient. For the span, a smaller air-supported membrane coal shed must take into account the loss of space brought about by the lack of space, and the site utilization rate is not high, so this paper designs a penalty factor
at this time to consider the cost of the span factor. The
can be expressed as:
Equation (11) indicates that a span of 200 m is the maximum span; if the span
is smaller, the
is larger. Therefore, the cost evaluation criteria to establish a mathematical model is as follows:
From the above analysis, it can be seen that the optimization design problem of the air-supported membrane coal shed is a multi-objective optimization problem, and there are more criteria for judging the membrane surface, so it is necessary to deal with the objective function; otherwise, it will result in the design of the algorithm being very complex. In the above objective function,
are based on the judgment of the loaded performance of the air-bearing membrane coal shed.
is the air-bearing membrane coal shed cost optimization, so the above objective function can be processed into two objective functions: the first objective function for the synthesis of
and the second objective function for
.
Among them,
characterizes the bearing capacity of the air-supported membrane coal shed: the smaller its value, the better the bearing capacity.
are the weights of the judging criteria
, and the sum of the three is 1.
indicates the cost of the air-supported membrane coal shed: the smaller its value, the lower the cost. As for the air-supported membrane structure, the maximum stress may be extremely large in the order of magnitude, the displacement value of each node is generally not more than 10 m, and the variance of the stress distribution is a value greater than 0 and less than 1. Therefore, there is a large gap between the results of the three calculations in the order of magnitude. As such, the three items of
need to be relativized. Assuming that the maximum stress obtained in the first iteration is
, the variance of the stress distribution is
, and the displacement is
. After the ith iteration, the maximum stress obtained is
, the variance of the stress distribution is
, and the displacement is
. At this point, the three terms of the relativization process are
, which can be expressed as follows:
Therefore, the final objective function can be expressed based on
2.3. Optimization Variables
After defining the criteria for judging the advantages and disadvantages of the air-supported membrane coal shed design scheme as the objective function, it is necessary to analyze the factors that have an important influence on the objective function as the optimization variables and to adjust the optimization variables to make the structure better. Internal pressure, span, and sagittal height are important structural parameters that affect the loading performance of air-supported membrane coal sheds. The length often depends on the size of the construction site, so the design variables should include the internal pressure, span, and sagittal height. The number and spacing of cords and nets will affect the membrane surface morphology, and reasonable spacing and the number of cords and nets play an important role in the stress transfer and have a greater impact on the cost of the whole air-supported membrane structure [
21]. If the spacing is too small, and the number is too large, it not only affects the structural cost, but also increases the construction difficulty; if the spacing is too large, it is difficult to stiffen the membrane surface. In the absence of cable network stiffening, the membrane surface tends to be in the center if the stress is greater. If the cable network is asymmetrically distributed, it will make the air membrane stress distribution uneven, and the membrane surface shape can not be controlled. Since the air-supported membrane coal shed studied in this paper is mainly a rectangular air-supported membrane, only the commonly used longitudinal and transversal cable net-stiffening methods and diagonal orthogonal cable net-stiffening methods are considered, and the cable net stiffening must be distributed symmetrically. Since the wire rope used in the cable net must be riveted to the surrounding foundations, the final distribution shape of the cable net can be determined by the shape of the cable net, the spacing of the cable net, and the riveting points of the cable net in the longitudinal and transverse directions. The form of cable network engineering is generally based on the structural span: if the span of the air-supported membrane coal shed structure is 90 m~120 m, a longitudinal and transverse cable network and oblique orthogonal cable network stiffening can be chosen; oblique orthogonal cable network stiffening mode load performance is better for a span of more than 120 m. In the structural optimization design problem, if we consider various factors, it will complicate the optimization problem, so this paper expresses the design variables as follows:
where
is the span;
is the sagittal height, which affects the loaded performance of the final structure;
denote the spacing of the cords in the length direction and span direction, respectively;
denote the number of cords in the length direction and span direction, respectively, which affects the stress distribution of the membrane surface; and
is the working internal pressure, which affects the stress distribution of the final membrane surface and the maximum displacement of the membrane surface.
2.4. Constraints
The optimization design problem of the air-supported membrane coal shed needs to satisfy certain performance constraints and geometric constraints according to the engineering reality. The main performance constraints are as follows:
(1) No tearing of the membrane material and no fracture of the cable network. The membrane material does not tear, and the cable network does not break. According to the thickness of the diaphragm material and the safety factor, the maximum tensile force that the diaphragm material can withstand and the minimum tensile force that should be maintained can be calculated. From these values, the diaphragm material stress limit can be obtained. The maximum tensile force that can be withstood by the rope net can be calculated according to the cross-sectional area and material parameters. The constraint is then expressed as follows:
(2) Node displacement constraints. Based on the nonlinear finite element method, the membrane surface and the cable surface are discretized into units and nodes, and the nodes shared by the units should have the same x, y, and z direction displacements. The node displacements should be less than their maximum values. For the whole structure, the displacements of membrane units and cable units should have an upper and a lower boundary [
31]. The constraints are expressed as follows:
(3) No folds appear in the process of shape finding. When the membrane unit in a certain direction of the tensile stress disappears, the membrane cannot bear pressure, and thus wrinkles appear. The generation of folds will make the structural load-bearing capacity decline, so the shape analysis needs to consider the problem of membrane folds. The relaxation and folding of the membrane surface can be judged by the value of the principal stress of the membrane unit. If both the maximum stress
and the minimum stress
of the membrane unit are greater than 0, the membrane unit is functioning normally; if both are less than 0, then it cannot function properly; if
is greater than 0 and
is less than 0, the membrane assembly is stretched and cannot function properly. Therefore, in the process of shape finding, the size of the internal pressure or the stress distribution of the membrane surface should be adjusted to avoid the occurrence of the second and third situations. The relaxation of the cable network can be judged based on whether the cable axial stress is positive or not. The constraints are as follows:
The main geometric constraints are as follows:
(1) Length, span, and vector height constraints
The length of the air-supported membrane coal bin is connected by the membrane belt, which has nothing to do with the width of the membrane belt in the force analysis. Therefore, the length mainly depends on the size of the site in the actual engineering design, and the length and span of the air-bearing membrane coal shed should be smaller than the length and span of the site. For the value of the vector height, according to the engineering design specifications, the vector span ratio of the air-bearing membrane structure should be not less than 1/3 and not more than 2/3 [
31]. For no snow load or a snow load that is not large and the installation of a snow removal and melting device in the air-bearing membrane coal shed, the vector span ratio can be between 1/6 and 2/3 [
31]. The sagittal height of the air-bearing membrane coal shed should be greater than the height of the internal equipment. Due to the deformation of the structure when subjected to external loads, the surface of the air membrane and the internal equipment should be spaced apart. The specific constraints are met as follows:
(2) Number and spacing constraints for cable nets
When arranging the rope net, the number, spacing, and diameter of the rope net will affect the coverage of the rope net, which should not be larger than the area of the membrane. At the same time, it should be ensured that the riveting points of the rope net can be reserved in the longitudinal direction and the span direction of the air-supported membrane coal shed, so it is assumed that the rope net adopts the longitudinal and transverse rope net. The length of the air-supported membrane coal shed is
, the number of the rope net in the longitudinal direction is
, and the spacing is
; the span is
, the number of the rope net in the span direction is
, and the spacing is
. This should be satisfied as follows:
2.5. Mathematical Model for Optimal Design of Air-Supported Membrane Coal Shed
Based on the above finite element analysis of the structure, the mathematical model of the optimization design problem of the air-supported membrane coal bin is established, which mainly includes optimization variables, objective functions, and constraints.
The optimization variables are as follows:
The objective function is as follows:
The model constraints are as follows:
Among them, Equations (34) and (35) indicate that the stresses of the membrane material and the rope material after loading should not exceed the permissible value, and at the same time, they should not be lower than the minimum stress requirement, respectively. Equation (36) indicates that the displacement of each node should not be higher than the maximum permissible displacement. Equation (37) indicates that there is no wrinkle in the structure of the air-supported membrane-type coal scaffold. Equations (38)–(44) indicate that the length, span, internal pressure, sagittal height, sagittal-to-span ratio, and interval of the cords should be within a reasonable range. Equations (43) and (44) indicate that the interval, number, and size of the cords should be within a reasonable range.
5. Conclusions
In this study, the optimization design of an air-supported membrane coal shed structure is studied. Firstly, two optimization solutions are proposed and compared, and a multi-objective optimization model is established with the objectives of minimum maximum stress, most uniform stress distribution, minimum maximum displacement, and the lowest cost possible. By combining MATLAB and ANSYS, the improved NSGA-II algorithm is designed to solve the model optimally, and the optimized scheme under a uniform load is obtained, which reduces the maximum stress on the loaded membrane surface by 5.36%, shortens the maximum displacement under the load by 30.3%, and saves 9.85% of the project cost compared with the initial scheme. The validation of the actual project data shows that the joint optimization method can provide better solutions in the design of the air-supported membrane coal shed structure compared with the engineering empirical value design. It has high feasibility and practicality.
At the same time, there are challenges in this research direction, and future research could consider more realistic and detailed, simplified models of air-supported membrane coal shed structures, including the effects of the import and export systems and other connecting components, in order to more accurately assess their load-bearing performance. Improvement of the load-bearing performance can start from the aspects of mechanical properties of the materials and optimization of the structural design, and in-depth research should be performed on methods to improve the strength and stability of the structure. In addition, the standardized analysis system is also an important development direction for the air-supported membrane coal shed structure, and future research can be devoted to the establishment of a perfect structural analysis method for wind, snow, and other loading environments in order to meet the needs of engineering practice and improve the design level. With the diversification of environmental loads in practical applications, such as wind and rain, snow pressure, temperature changes, etc., the structural stability of coal sheds is subject to higher requirements. Therefore, we must continue to conduct in-depth research to ensure that the structural design of coal sheds is both comprehensive and reliable, so as to guarantee the safety and efficiency of coal storage.